Datasets:

gcc-insurance-ml-models
/

nlp-claims-processing

claim_id string	claim_text string	category string	sentiment string	urgency_score float64	complexity_score float64	auto_processable int64	requires_investigation int64	estimated_payout float64
NLP-000000	Wind damage to fence and outdoor structures from storm Additional details: 127	vandalism	neutral	0.973	0.86	1	0	1,047.02
NLP-000001	Collision with deer on highway causing front-end damage Additional details: 480	medical	cooperative	0.836	0.561	1	0	2,609.58
NLP-000002	Collision with deer on highway causing front-end damage Additional details: 345	vandalism	neutral	0.982	0.94	1	1	4,224.52
NLP-000003	Theft of personal belongings from locked vehicle in parking lot Additional details: 404	auto	neutral	0.378	0.881	0	1	325.5
NLP-000004	Slip and fall injury on wet floor at commercial premises Additional details: 498	auto	frustrated	0.564	0.311	0	0	3,422.86
NLP-000005	Collision with deer on highway causing front-end damage Additional details: 462	fire	cooperative	0.265	0.691	0	0	5,667.45
NLP-000006	Medical expenses from sports injury during recreational activity Additional details: 617	auto	frustrated	0.05	0.693	0	0	12,238.39
NLP-000007	Hail damage to roof and exterior of residential property Additional details: 766	vandalism	cooperative	0.223	0.341	0	0	1,536.62
NLP-000008	Slip and fall injury on wet floor at commercial premises Additional details: 484	fire	neutral	0.831	0.57	1	0	10,444.82
NLP-000009	Hail damage to roof and exterior of residential property Additional details: 552	auto	neutral	0.715	0.679	0	0	818.63
NLP-000010	Medical expenses from sports injury during recreational activity Additional details: 576	vandalism	neutral	0.854	0.642	0	0	1,164.95
NLP-000011	Water damage to basement due to pipe burst during winter Additional details: 894	vandalism	neutral	0.451	0.63	0	0	692.14
NLP-000012	Collision with deer on highway causing front-end damage Additional details: 796	weather	cooperative	0.248	0.249	1	1	18,183.59
NLP-000013	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 226	property	cooperative	0.839	0.093	0	0	1,543.86
NLP-000014	Theft of personal belongings from locked vehicle in parking lot Additional details: 976	vandalism	urgent	0.501	0.663	1	1	8,046.44
NLP-000015	Medical expenses from sports injury during recreational activity Additional details: 901	theft	frustrated	0.332	0.391	1	0	3,834.08
NLP-000016	Theft of personal belongings from locked vehicle in parking lot Additional details: 334	theft	neutral	0.872	0.621	0	0	5,405.74
NLP-000017	Fire damage to kitchen caused by electrical fault in appliance Additional details: 529	theft	cooperative	0.525	0.913	0	1	4,714.67
NLP-000018	Water damage to basement due to pipe burst during winter Additional details: 869	fire	frustrated	0.123	0.077	1	0	2,486.07
NLP-000019	Slip and fall injury on wet floor at commercial premises Additional details: 453	property	neutral	0.133	0.106	1	0	3,977.51
NLP-000020	Hail damage to roof and exterior of residential property Additional details: 451	vandalism	cooperative	0.177	0.037	1	0	143.16
NLP-000021	Collision with deer on highway causing front-end damage Additional details: 251	fire	neutral	0.043	0.132	0	0	4,949.49
NLP-000022	Fire damage to kitchen caused by electrical fault in appliance Additional details: 825	liability	cooperative	0.745	0.875	1	0	3,996.06
NLP-000023	Water damage to basement due to pipe burst during winter Additional details: 598	auto	cooperative	0.138	0.565	1	0	3,597.66
NLP-000024	Collision with deer on highway causing front-end damage Additional details: 943	property	neutral	0.977	0.675	1	1	986.93
NLP-000025	Wind damage to fence and outdoor structures from storm Additional details: 801	theft	neutral	0.591	0.508	1	0	1,390.45
NLP-000026	Fire damage to kitchen caused by electrical fault in appliance Additional details: 141	property	frustrated	0.614	0.756	1	0	3,296.38
NLP-000027	Theft of personal belongings from locked vehicle in parking lot Additional details: 384	property	neutral	0.867	0.054	1	0	843.59
NLP-000028	Collision with deer on highway causing front-end damage Additional details: 840	weather	frustrated	0.613	0.048	0	0	22.48
NLP-000029	Theft of personal belongings from locked vehicle in parking lot Additional details: 978	auto	neutral	0.794	0.269	0	0	4,128.37
NLP-000030	Water damage to basement due to pipe burst during winter Additional details: 603	property	neutral	0.963	0.705	0	0	980.35
NLP-000031	Slip and fall injury on wet floor at commercial premises Additional details: 706	liability	urgent	0.29	0.59	1	0	4,834.7
NLP-000032	Collision with deer on highway causing front-end damage Additional details: 796	theft	urgent	0.154	0.463	0	1	974.11
NLP-000033	Vandalism to storefront windows and property damage Additional details: 319	auto	cooperative	0.829	0.273	1	0	4,345.29
NLP-000034	Wind damage to fence and outdoor structures from storm Additional details: 712	theft	urgent	0.998	0.888	0	1	3,840.6
NLP-000035	Hail damage to roof and exterior of residential property Additional details: 236	medical	cooperative	0.876	0.732	0	0	2,074.19
NLP-000036	Hail damage to roof and exterior of residential property Additional details: 558	vandalism	urgent	0.594	0.891	0	0	13,320.29
NLP-000037	Vandalism to storefront windows and property damage Additional details: 749	property	urgent	0.238	0.587	1	1	6,927.65
NLP-000038	Hail damage to roof and exterior of residential property Additional details: 212	liability	frustrated	0.788	0.501	0	0	725.87
NLP-000039	Theft of personal belongings from locked vehicle in parking lot Additional details: 797	fire	cooperative	0.429	0.187	1	0	7,043.96
NLP-000040	Fire damage to kitchen caused by electrical fault in appliance Additional details: 791	liability	frustrated	0.505	0.597	1	0	2,068.54
NLP-000041	Hail damage to roof and exterior of residential property Additional details: 741	weather	neutral	0.236	0.076	1	0	2,353.55
NLP-000042	Hail damage to roof and exterior of residential property Additional details: 914	property	neutral	0.034	0.715	0	0	2,603.04
NLP-000043	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 448	property	neutral	0.083	0.871	1	0	2,742.82
NLP-000044	Fire damage to kitchen caused by electrical fault in appliance Additional details: 636	medical	neutral	0.119	0.77	1	1	1,666.68
NLP-000045	Hail damage to roof and exterior of residential property Additional details: 834	medical	urgent	0.58	0.78	0	0	3,431.67
NLP-000046	Collision with deer on highway causing front-end damage Additional details: 716	vandalism	neutral	0.526	0.479	1	1	4,744.94
NLP-000047	Hail damage to roof and exterior of residential property Additional details: 299	property	cooperative	0.672	0.62	1	0	9,024.96
NLP-000048	Hail damage to roof and exterior of residential property Additional details: 924	fire	urgent	0.895	0.414	1	0	61.24
NLP-000049	Water damage to basement due to pipe burst during winter Additional details: 976	weather	neutral	0.97	0.627	0	0	3,748.27
NLP-000050	Water damage to basement due to pipe burst during winter Additional details: 212	fire	neutral	0.536	0.474	0	1	719.45
NLP-000051	Slip and fall injury on wet floor at commercial premises Additional details: 961	weather	neutral	0.02	0.414	1	0	2,408.42
NLP-000052	Slip and fall injury on wet floor at commercial premises Additional details: 962	fire	urgent	0.055	0.939	0	0	18,230.05
NLP-000053	Slip and fall injury on wet floor at commercial premises Additional details: 470	theft	neutral	0.599	0.699	1	0	8,062.45
NLP-000054	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 412	property	cooperative	0.522	0.175	0	0	6,131.27
NLP-000055	Fire damage to kitchen caused by electrical fault in appliance Additional details: 786	theft	frustrated	0.889	0.313	0	1	1,594.76
NLP-000056	Vandalism to storefront windows and property damage Additional details: 215	auto	neutral	0.095	0.071	0	0	25,251.26
NLP-000057	Hail damage to roof and exterior of residential property Additional details: 138	fire	cooperative	0.656	0.548	0	0	5,945.88
NLP-000058	Fire damage to kitchen caused by electrical fault in appliance Additional details: 224	property	urgent	0.319	0.814	0	1	916.84
NLP-000059	Medical expenses from sports injury during recreational activity Additional details: 781	weather	cooperative	0.071	0.204	0	0	2,482.28
NLP-000060	Vandalism to storefront windows and property damage Additional details: 587	liability	neutral	0.312	0.327	0	0	15,152.49
NLP-000061	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 650	fire	frustrated	0.421	0.281	1	1	4,051.8
NLP-000062	Collision with deer on highway causing front-end damage Additional details: 129	weather	urgent	0.174	0.027	1	0	998.39
NLP-000063	Fire damage to kitchen caused by electrical fault in appliance Additional details: 528	medical	neutral	0.116	0.484	0	1	4,579.32
NLP-000064	Water damage to basement due to pipe burst during winter Additional details: 954	liability	urgent	0.789	0.737	1	0	3,941.18
NLP-000065	Collision with deer on highway causing front-end damage Additional details: 210	liability	neutral	0.612	0.117	0	0	3,501.18
NLP-000066	Water damage to basement due to pipe burst during winter Additional details: 737	vandalism	urgent	0.508	0.759	0	1	1,830.52
NLP-000067	Collision with deer on highway causing front-end damage Additional details: 963	theft	neutral	0.455	0.093	1	1	5,164.47
NLP-000068	Hail damage to roof and exterior of residential property Additional details: 415	fire	frustrated	0.641	0.154	1	1	419.18
NLP-000069	Theft of personal belongings from locked vehicle in parking lot Additional details: 389	property	neutral	0.076	0.942	1	0	448.66
NLP-000070	Slip and fall injury on wet floor at commercial premises Additional details: 633	theft	neutral	0.906	0.171	0	0	2,106.78
NLP-000071	Collision with deer on highway causing front-end damage Additional details: 592	liability	neutral	0.602	0.818	0	1	941.44
NLP-000072	Vandalism to storefront windows and property damage Additional details: 487	liability	neutral	0.911	0.196	0	1	3,958.08
NLP-000073	Theft of personal belongings from locked vehicle in parking lot Additional details: 385	liability	urgent	0.014	0.191	1	0	1,161.42
NLP-000074	Slip and fall injury on wet floor at commercial premises Additional details: 467	fire	neutral	0.023	0.025	1	0	3,784.12
NLP-000075	Collision with deer on highway causing front-end damage Additional details: 131	theft	neutral	0.732	0.58	1	0	313.54
NLP-000076	Slip and fall injury on wet floor at commercial premises Additional details: 479	theft	neutral	0.388	0.806	0	1	961.64
NLP-000077	Collision with deer on highway causing front-end damage Additional details: 572	auto	neutral	0.262	0.85	1	0	502.85
NLP-000078	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 587	fire	neutral	0.645	0.304	0	0	70.43
NLP-000079	Water damage to basement due to pipe burst during winter Additional details: 499	fire	frustrated	0.089	0.41	1	0	3,216.91
NLP-000080	Water damage to basement due to pipe burst during winter Additional details: 665	property	urgent	0.13	0.636	0	0	6,968.78
NLP-000081	Water damage to basement due to pipe burst during winter Additional details: 183	vandalism	neutral	0.122	0.031	1	0	2,163.54
NLP-000082	Theft of personal belongings from locked vehicle in parking lot Additional details: 756	theft	cooperative	0.925	0.075	1	0	5,170.32
NLP-000083	Hail damage to roof and exterior of residential property Additional details: 391	auto	cooperative	0.195	0.247	0	0	2,904.59
NLP-000084	Water damage to basement due to pipe burst during winter Additional details: 907	property	frustrated	0.504	0.8	0	0	4,626.18
NLP-000085	Slip and fall injury on wet floor at commercial premises Additional details: 945	auto	cooperative	0.918	0.011	1	1	1,014.14
NLP-000086	Collision with deer on highway causing front-end damage Additional details: 675	liability	urgent	0.997	0.499	1	0	4,203.01
NLP-000087	Wind damage to fence and outdoor structures from storm Additional details: 421	vandalism	neutral	0.667	0.436	1	0	8,886.13
NLP-000088	Vandalism to storefront windows and property damage Additional details: 467	auto	frustrated	0.941	0.403	1	0	426.72
NLP-000089	Medical expenses from sports injury during recreational activity Additional details: 855	vandalism	cooperative	0.721	0.928	1	0	2,764.9
NLP-000090	Vandalism to storefront windows and property damage Additional details: 564	auto	frustrated	0.559	0.399	1	1	5,133.21
NLP-000091	Theft of personal belongings from locked vehicle in parking lot Additional details: 539	property	neutral	0.4	0.048	0	0	307.43
NLP-000092	Hail damage to roof and exterior of residential property Additional details: 600	theft	neutral	0.162	0.208	0	0	16,151.58
NLP-000093	Vandalism to storefront windows and property damage Additional details: 636	liability	frustrated	0.271	0.915	0	1	407.5
NLP-000094	Water damage to basement due to pipe burst during winter Additional details: 879	vandalism	neutral	0.063	0.303	0	0	1,953.89
NLP-000095	Wind damage to fence and outdoor structures from storm Additional details: 168	medical	urgent	0.118	0.779	0	1	5,662.3
NLP-000096	Medical expenses from sports injury during recreational activity Additional details: 702	medical	neutral	0.586	0.149	1	0	706.67
NLP-000097	Vehicle was rear-ended at traffic light causing bumper damage Additional details: 860	theft	neutral	0.879	0.797	0	1	2,248.4
NLP-000098	Fire damage to kitchen caused by electrical fault in appliance Additional details: 524	property	cooperative	0.979	0.894	1	1	5,934.45
NLP-000099	Fire damage to kitchen caused by electrical fault in appliance Additional details: 316	weather	neutral	0.763	0.183	1	0	4,526.03

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Nlp Claims Processing

Training dataset for NLP-based claims processing. Includes text classification and entity extraction.

Dataset Details

Records: 5,000
Features: 9
Organization: GCC Insurance ML Models Hub

Features

Column	Type	Description
claim_id	object	Feature for ML training
claim_text	object	Feature for ML training
category	object	Feature for ML training
sentiment	object	Feature for ML training
urgency_score	float64	Feature for ML training
complexity_score	float64	Feature for ML training
auto_processable	int64	Feature for ML training
requires_investigation	int64	Feature for ML training
estimated_payout	float64	Feature for ML training

Usage

from datasets import load_dataset

dataset = load_dataset("gcc-insurance-ml-models/nlp-claims-processing")

License

Apache 2.0

Downloads last month: 4

Size of downloaded dataset files:

144 kB

Size of the auto-converted Parquet files:

144 kB

Number of rows:

5,000

Models trained or fine-tuned on gcc-insurance-ml-models/nlp-claims-processing

gcc-insurance-ml-models/ai-maya-intent-classifier

Text Classification • Updated 1 day ago